{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "292d9ef5",
   "metadata": {},
   "source": [
    "异常检测就是类似于产生了很多数据，分布比较集中，也有不集中的，出现了不集中的数据表示可能有问题，如何判断是否集中，这里需要计算密度"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "34925952",
   "metadata": {},
   "source": [
    "# 概率密度 Anomaly Detection\n",
    "概率密度函数是一个描述随机变量在某个确定的取值点附近的可能性的函数  \n",
    "![image.png](attachment:image.png)\n",
    "p(x)为概率密度函数  \n",
    "想要通过概率密度来寻找概率很小的一个点，用高斯分布"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
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    "![image.png](attachment:image.png)  \n"
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    "还有个高维度的，我没听懂..."
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